Data engineering · Duluth, GA
Data engineering for Duluth web shops and festival sellers
Duluth's downtown draws a big September festival, and sellers around it often take orders online, too. Mixed channels make for mixed records. We gather them, fix them and chart the answer.
Duluth data engineering for a web shop plus a booth
The Duluth Fall Festival fills downtown on the last weekend of September, and its proceeds go toward improving Historic Downtown Duluth. A seller there may also run an online storefront.
Two systems, two exports. Mining brings the web orders and the booth receipts into one table with a channel column. Each row keeps its date, so a festival weekend stands out against the quiet weeks around it.
Cleaning product names across channels
The web shop calls an item one thing, the booth sign calls it another. Customers type their names a dozen ways. Cleaning assigns each product one label and merges repeat buyers.
Only then does a total mean something. A chart shows which channel earns more and which product travels well.
Parcels, returns and what the rows can tell
Order rows carry a date, an item and a place. With those, analysis can say which products ship most and which sell mainly at the booth.
We do not guess at costs we can't see. If you want shipping margins, we suggest what to record.
Returns are a good example. If you note a return as a row with a reason, analysis can show which items come back and whether one channel sends more. Without that note the data stays silent, and we tell you so.
Business awards, training and counting
The Gwinnett Chamber is based on Sugarloaf Pkwy and runs small business awards for firms of different sizes.
A clean table gives you proof for an application and a base for planning.
Because each chart opens to the rows behind it, a judge or a lender can follow the figures too. We write the findings in plain English and say what the data cannot settle, so nobody reads more into a bar than it holds.
Questions from Duluth owners
Can you pull data from my web store?
Most stores export orders as a spreadsheet. We use that, combine it with your booth sales and clean the result.
How is scraping different from mining?
Mining gathers your own records. Scraping collects public information, such as competitor listings, from pages that allow it, within each site's terms.
What do I do with the final charts?
Share them with a partner, a lender or your team, or print them for a meeting. Each chart opens to the rows behind it, so anyone can check the figures. If a bar surprises you, we trace it together to the sales that made it.
Sources for the facts on this page: Duluth Fall Festival · Gwinnett Chamber
Book a free call about your Duluth channels
Pick 15 or 30 minutes on the contact page, and tell us which channel you trust least and why you doubt it. If you would rather meet in person, say so in the form.